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CI/CD for AI Systems Guide

64

Lecciones

8

Módulos

🎓

Acceso por bootcamp

Lo que aprenderás

Set up GitHub Actions workflows for AI projects from scratch
Automate pytest execution with matrix testing and dependency caching
Implement AI-specific CI checks: prompt regression testing and cost estimation
Manage secrets and environment variables securely in pipelines
Build and push Docker images automatically with layer caching
Create deployment pipelines with staging, approval gates, and production
Implement rollback strategies for failed deployments
Build production-grade pipelines with notifications and monitoring

¿Para quién es?

  • AI Engineers who deploy manually and want to automate their delivery pipeline
  • Teams that need consistent, automated testing and deployment for AI applications
  • Developers who have Docker containers ready and need CI/CD to automate the flow
  • Tech leads establishing DevOps practices for AI teams
  • Anyone in the AI Engineering Path ready to automate their production workflow

Requisitos

  • Git & GitHub proficiency (Guide #4)
  • Docker fundamentals: Dockerfiles, Docker Compose (Guide #15)
  • Testing basics: pytest, unit tests (Guide #13)
  • Python intermediate
  • No prior CI/CD experience required

Contenido del curso

1Módulo 1: Introducción a CI/CD y GitHub Actions — Guía para el Creador8 lecciones
2Módulo 2: Testing Automatizado en CI — Guía para el Creador8 lecciones
3Módulo 3: AI-Specific CI Checks — Guía para el Creador8 lecciones
4Módulo 4: Secrets y Environment Management — Guía para el Creador8 lecciones
5Módulo 5: Docker en CI/CD — Guía para el Creador8 lecciones
6Módulo 6: Deployment Pipelines — Guía para el Creador8 lecciones
7Módulo 7: Monitoring, Notifications y Advanced Patterns — Guía para el Creador8 lecciones
8Módulo 8: Proyecto Integrador — Production AI Pipeline — Guía para el Creador8 lecciones
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